Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 2000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 6 |
| Duplicate rows (%) | 0.3% |
| Total size in memory | 312.6 KiB |
| Average record size in memory | 160.1 B |
Variable types
| NUM | 20 |
|---|
Reproduction
| Analysis started | 2020-08-25 01:34:01.216386 |
|---|---|
| Analysis finished | 2020-08-25 01:35:01.885622 |
| Duration | 1 minute and 0.67 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Dataset has 6 (0.3%) duplicate rows | Duplicates |
att53
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.314162107085 |
|---|---|
| Minimum | -4.00889874 |
| Maximum | 3.2605269 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -4.00889874 |
|---|---|
| 5-th percentile | -1.427400028 |
| Q1 | -0.379750135 |
| median | 0.352767705 |
| Q3 | 1.027219862 |
| 95-th percentile | 1.98163802 |
| Maximum | 3.2605269 |
| Range | 7.26942564 |
| Interquartile range (IQR) | 1.406969998 |
Descriptive statistics
| Standard deviation | 1.044046091 |
|---|---|
| Coefficient of variation (CV) | 3.323271862 |
| Kurtosis | 0.01815572586 |
| Mean | 0.3141621071 |
| Median Absolute Deviation (MAD) | 0.703955885 |
| Skewness | -0.1703915481 |
| Sum | 628.3242142 |
| Variance | 1.090032239 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.62531579 | 2 | 0.1% | |
| -1.00135088 | 2 | 0.1% | |
| 0.82172287 | 2 | 0.1% | |
| 1.84347808 | 2 | 0.1% | |
| 0.72558951 | 2 | 0.1% | |
| -1.29919577 | 2 | 0.1% | |
| 0.72855604 | 1 | 0.1% | |
| 0.18747163 | 1 | 0.1% | |
| 0.06739902 | 1 | 0.1% | |
| -0.56510544 | 1 | 0.1% | |
| 0.26272011 | 1 | 0.1% | |
| 1.16178751 | 1 | 0.1% | |
| 0.49819863 | 1 | 0.1% | |
| 0.32983565 | 1 | 0.1% | |
| 0.45919418 | 1 | 0.1% | |
| -0.58590603 | 1 | 0.1% | |
| -1.37220955 | 1 | 0.1% | |
| 0.8497858 | 1 | 0.1% | |
| 2.95401216 | 1 | 0.1% | |
| -0.65615749 | 1 | 0.1% | |
| 1.73922348 | 1 | 0.1% | |
| -0.21600509 | 1 | 0.1% | |
| 0.07232571 | 1 | 0.1% | |
| 2.1442759 | 1 | 0.1% | |
| 0.46418095 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -4.00889874 | 1 | 0.1% | |
| -3.44828725 | 1 | 0.1% | |
| -2.84705424 | 1 | 0.1% | |
| -2.81578469 | 1 | 0.1% | |
| -2.77303433 | 1 | 0.1% | |
| -2.66676593 | 1 | 0.1% | |
| -2.6403482 | 1 | 0.1% | |
| -2.58847976 | 1 | 0.1% | |
| -2.56868768 | 1 | 0.1% | |
| -2.56240582 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.2605269 | 1 | 0.1% | |
| 3.25962496 | 1 | 0.1% | |
| 3.25159264 | 1 | 0.1% | |
| 3.17943716 | 1 | 0.1% | |
| 3.05331445 | 1 | 0.1% | |
| 2.95401216 | 1 | 0.1% | |
| 2.93979645 | 1 | 0.1% | |
| 2.93587017 | 1 | 0.1% | |
| 2.90403891 | 1 | 0.1% | |
| 2.89541459 | 1 | 0.1% |
att59
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13677512033000003 |
|---|---|
| Minimum | -2.95565081 |
| Maximum | 2.67855763 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -2.95565081 |
|---|---|
| 5-th percentile | -1.663296508 |
| Q1 | -0.75747436 |
| median | -0.13713205 |
| Q3 | 0.505088265 |
| 95-th percentile | 1.313226918 |
| Maximum | 2.67855763 |
| Range | 5.63420844 |
| Interquartile range (IQR) | 1.262562625 |
Descriptive statistics
| Standard deviation | 0.9073158178 |
|---|---|
| Coefficient of variation (CV) | -6.633632021 |
| Kurtosis | -0.1143214461 |
| Mean | -0.1367751203 |
| Median Absolute Deviation (MAD) | 0.629989055 |
| Skewness | -0.0665217751 |
| Sum | -273.5502407 |
| Variance | 0.8232219933 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.64719349 | 2 | 0.1% | |
| -0.64099026 | 2 | 0.1% | |
| -1.1089108 | 2 | 0.1% | |
| -0.97581971 | 2 | 0.1% | |
| -1.87477899 | 2 | 0.1% | |
| -1.05016267 | 2 | 0.1% | |
| -1.19573879 | 1 | 0.1% | |
| 1.81268239 | 1 | 0.1% | |
| 0.24067891 | 1 | 0.1% | |
| -0.3903729 | 1 | 0.1% | |
| 1.03492045 | 1 | 0.1% | |
| -1.43753397 | 1 | 0.1% | |
| 1.1477201 | 1 | 0.1% | |
| 0.23530328 | 1 | 0.1% | |
| 1.91796589 | 1 | 0.1% | |
| -1.21280694 | 1 | 0.1% | |
| 0.43059319 | 1 | 0.1% | |
| 1.69346714 | 1 | 0.1% | |
| -0.13866705 | 1 | 0.1% | |
| 0.00381601 | 1 | 0.1% | |
| 0.06275314 | 1 | 0.1% | |
| 0.36933523 | 1 | 0.1% | |
| 0.70399517 | 1 | 0.1% | |
| -1.14729309 | 1 | 0.1% | |
| -0.10172763 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -2.95565081 | 1 | 0.1% | |
| -2.93634629 | 1 | 0.1% | |
| -2.90101314 | 1 | 0.1% | |
| -2.70440578 | 1 | 0.1% | |
| -2.70396018 | 1 | 0.1% | |
| -2.6641345 | 1 | 0.1% | |
| -2.60153413 | 1 | 0.1% | |
| -2.55859685 | 1 | 0.1% | |
| -2.55764818 | 1 | 0.1% | |
| -2.55448794 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.67855763 | 1 | 0.1% | |
| 2.66128087 | 1 | 0.1% | |
| 2.63396335 | 1 | 0.1% | |
| 2.48456216 | 1 | 0.1% | |
| 2.4234724 | 1 | 0.1% | |
| 2.36698818 | 1 | 0.1% | |
| 2.26470113 | 1 | 0.1% | |
| 2.16539788 | 1 | 0.1% | |
| 2.15050459 | 1 | 0.1% | |
| 2.13043523 | 1 | 0.1% |
att1
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.11942232618 |
|---|---|
| Minimum | -16.45930481 |
| Maximum | 15.77481079 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -16.45930481 |
|---|---|
| 5-th percentile | -12.05950031 |
| Q1 | -7.606095075 |
| median | -1.7442615 |
| Q3 | 4.806998135 |
| 95-th percentile | 12.24028421 |
| Maximum | 15.77481079 |
| Range | 32.2341156 |
| Interquartile range (IQR) | 12.41309321 |
Descriptive statistics
| Standard deviation | 7.691305182 |
|---|---|
| Coefficient of variation (CV) | -6.870780582 |
| Kurtosis | -0.9447092659 |
| Mean | -1.119422326 |
| Median Absolute Deviation (MAD) | 6.130976435 |
| Skewness | 0.2513282407 |
| Sum | -2238.844652 |
| Variance | 59.15617541 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -3.38923502 | 2 | 0.1% | |
| -8.5360117 | 2 | 0.1% | |
| 11.57724857 | 2 | 0.1% | |
| 11.25163364 | 2 | 0.1% | |
| -7.29993153 | 2 | 0.1% | |
| -9.2563858 | 2 | 0.1% | |
| -5.84645224 | 1 | 0.1% | |
| 5.19082499 | 1 | 0.1% | |
| -11.7158823 | 1 | 0.1% | |
| -11.50980091 | 1 | 0.1% | |
| 6.03272581 | 1 | 0.1% | |
| 9.39448643 | 1 | 0.1% | |
| -11.00228977 | 1 | 0.1% | |
| 2.85103035 | 1 | 0.1% | |
| -1.2500515 | 1 | 0.1% | |
| 7.36982584 | 1 | 0.1% | |
| -8.86954403 | 1 | 0.1% | |
| 4.05418205 | 1 | 0.1% | |
| -6.36041689 | 1 | 0.1% | |
| -2.86689401 | 1 | 0.1% | |
| -6.89618349 | 1 | 0.1% | |
| -4.40621471 | 1 | 0.1% | |
| 1.89781797 | 1 | 0.1% | |
| -10.30710411 | 1 | 0.1% | |
| -4.81270695 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -16.45930481 | 1 | 0.1% | |
| -16.23106384 | 1 | 0.1% | |
| -16.00037766 | 1 | 0.1% | |
| -15.76587486 | 1 | 0.1% | |
| -15.53009796 | 1 | 0.1% | |
| -15.34828568 | 1 | 0.1% | |
| -15.02184486 | 1 | 0.1% | |
| -15.00935268 | 1 | 0.1% | |
| -14.91745758 | 1 | 0.1% | |
| -14.77116299 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 15.77481079 | 1 | 0.1% | |
| 15.64110374 | 1 | 0.1% | |
| 15.47912979 | 1 | 0.1% | |
| 15.31684303 | 1 | 0.1% | |
| 15.25328445 | 1 | 0.1% | |
| 15.15436172 | 1 | 0.1% | |
| 15.13184738 | 1 | 0.1% | |
| 15.11771011 | 1 | 0.1% | |
| 15.10582924 | 1 | 0.1% | |
| 15.08619308 | 1 | 0.1% |
att45
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13569026190000003 |
|---|---|
| Minimum | -4.99651814 |
| Maximum | 5.11201811 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -4.99651814 |
|---|---|
| 5-th percentile | -2.176562861 |
| Q1 | -0.9846320175 |
| median | -0.148197415 |
| Q3 | 0.700565365 |
| 95-th percentile | 1.941632347 |
| Maximum | 5.11201811 |
| Range | 10.10853625 |
| Interquartile range (IQR) | 1.685197382 |
Descriptive statistics
| Standard deviation | 1.266248456 |
|---|---|
| Coefficient of variation (CV) | -9.331903689 |
| Kurtosis | 0.1028793123 |
| Mean | -0.1356902619 |
| Median Absolute Deviation (MAD) | 0.83882415 |
| Skewness | 0.05531484829 |
| Sum | -271.3805238 |
| Variance | 1.603385151 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.17416173 | 2 | 0.1% | |
| 2.65058422 | 2 | 0.1% | |
| 1.69473267 | 2 | 0.1% | |
| -2.23012638 | 2 | 0.1% | |
| 1.29026914 | 2 | 0.1% | |
| 0.83631086 | 2 | 0.1% | |
| -0.27641594 | 1 | 0.1% | |
| 0.90662444 | 1 | 0.1% | |
| 1.37083077 | 1 | 0.1% | |
| -0.05536461 | 1 | 0.1% | |
| 0.00720918 | 1 | 0.1% | |
| -0.01779938 | 1 | 0.1% | |
| -0.84205055 | 1 | 0.1% | |
| 1.3831073 | 1 | 0.1% | |
| 0.32444811 | 1 | 0.1% | |
| 0.1893335 | 1 | 0.1% | |
| -1.77413929 | 1 | 0.1% | |
| 0.22179228 | 1 | 0.1% | |
| 0.35467774 | 1 | 0.1% | |
| -2.94544268 | 1 | 0.1% | |
| -0.82122374 | 1 | 0.1% | |
| 0.03312004 | 1 | 0.1% | |
| 0.08900964 | 1 | 0.1% | |
| 1.23798227 | 1 | 0.1% | |
| -2.02711487 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -4.99651814 | 1 | 0.1% | |
| -3.69211054 | 1 | 0.1% | |
| -3.68107843 | 1 | 0.1% | |
| -3.65858173 | 1 | 0.1% | |
| -3.62938547 | 1 | 0.1% | |
| -3.44263744 | 1 | 0.1% | |
| -3.40954304 | 1 | 0.1% | |
| -3.40606642 | 1 | 0.1% | |
| -3.32009125 | 1 | 0.1% | |
| -3.26546049 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 5.11201811 | 1 | 0.1% | |
| 4.28656435 | 1 | 0.1% | |
| 3.90487623 | 1 | 0.1% | |
| 3.88392019 | 1 | 0.1% | |
| 3.69503593 | 1 | 0.1% | |
| 3.56942511 | 1 | 0.1% | |
| 3.38613033 | 1 | 0.1% | |
| 3.28005123 | 1 | 0.1% | |
| 3.26121712 | 1 | 0.1% | |
| 3.16773796 | 1 | 0.1% |
att6
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.90325231907 |
|---|---|
| Minimum | -9.26566696 |
| Maximum | 14.05879688 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -9.26566696 |
|---|---|
| 5-th percentile | -4.582628582 |
| Q1 | -1.448139068 |
| median | 0.80668005 |
| Q3 | 3.418320475 |
| 95-th percentile | 6.420679424 |
| Maximum | 14.05879688 |
| Range | 23.32446384 |
| Interquartile range (IQR) | 4.866459542 |
Descriptive statistics
| Standard deviation | 3.422964788 |
|---|---|
| Coefficient of variation (CV) | 3.789599778 |
| Kurtosis | -0.03317434961 |
| Mean | 0.9032523191 |
| Median Absolute Deviation (MAD) | 2.42010474 |
| Skewness | 0.0604637659 |
| Sum | 1806.504638 |
| Variance | 11.71668794 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -3.01831555 | 2 | 0.1% | |
| -0.07346249 | 2 | 0.1% | |
| 0.03438234 | 2 | 0.1% | |
| -1.9057622 | 2 | 0.1% | |
| -1.4537282 | 2 | 0.1% | |
| -2.02039623 | 2 | 0.1% | |
| -4.34476566 | 1 | 0.1% | |
| 5.25614929 | 1 | 0.1% | |
| -5.4556551 | 1 | 0.1% | |
| 7.24230862 | 1 | 0.1% | |
| -0.73690534 | 1 | 0.1% | |
| -2.01525927 | 1 | 0.1% | |
| -0.69838405 | 1 | 0.1% | |
| 1.96146119 | 1 | 0.1% | |
| 2.16243935 | 1 | 0.1% | |
| -3.66993451 | 1 | 0.1% | |
| 1.91877747 | 1 | 0.1% | |
| -2.55217266 | 1 | 0.1% | |
| 4.16528702 | 1 | 0.1% | |
| 1.69002843 | 1 | 0.1% | |
| 2.3979075 | 1 | 0.1% | |
| 4.82662201 | 1 | 0.1% | |
| 3.93495893 | 1 | 0.1% | |
| 6.41720104 | 1 | 0.1% | |
| 5.29237175 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -9.26566696 | 1 | 0.1% | |
| -9.11463547 | 1 | 0.1% | |
| -8.81633091 | 1 | 0.1% | |
| -8.58554268 | 1 | 0.1% | |
| -8.50844765 | 1 | 0.1% | |
| -8.12461376 | 1 | 0.1% | |
| -7.99999142 | 1 | 0.1% | |
| -7.8628664 | 1 | 0.1% | |
| -7.83437538 | 1 | 0.1% | |
| -7.80899811 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 14.05879688 | 1 | 0.1% | |
| 12.86130238 | 1 | 0.1% | |
| 12.38855648 | 1 | 0.1% | |
| 12.37980556 | 1 | 0.1% | |
| 12.04067707 | 1 | 0.1% | |
| 11.42599106 | 1 | 0.1% | |
| 10.5495224 | 1 | 0.1% | |
| 10.45537853 | 1 | 0.1% | |
| 10.3756094 | 1 | 0.1% | |
| 9.46767235 | 1 | 0.1% |
att37
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.25228775505 |
|---|---|
| Minimum | -4.95738125 |
| Maximum | 4.98971272 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -4.95738125 |
|---|---|
| 5-th percentile | -2.274974062 |
| Q1 | -0.7694962325 |
| median | 0.313014745 |
| Q3 | 1.284770605 |
| 95-th percentile | 2.754924419 |
| Maximum | 4.98971272 |
| Range | 9.94709397 |
| Interquartile range (IQR) | 2.054266838 |
Descriptive statistics
| Standard deviation | 1.528058433 |
|---|---|
| Coefficient of variation (CV) | 6.056807761 |
| Kurtosis | -0.09420366228 |
| Mean | 0.2522877551 |
| Median Absolute Deviation (MAD) | 1.021570445 |
| Skewness | -0.1156945831 |
| Sum | 504.5755101 |
| Variance | 2.334962574 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.22240233 | 2 | 0.1% | |
| -1.21622562 | 2 | 0.1% | |
| -0.09470916 | 2 | 0.1% | |
| 1.24486136 | 2 | 0.1% | |
| -0.06860781 | 2 | 0.1% | |
| 1.37619233 | 2 | 0.1% | |
| 2.79933858 | 1 | 0.1% | |
| 1.51369119 | 1 | 0.1% | |
| -2.56004906 | 1 | 0.1% | |
| -0.24788189 | 1 | 0.1% | |
| 0.43416023 | 1 | 0.1% | |
| 1.80294633 | 1 | 0.1% | |
| -0.2168622 | 1 | 0.1% | |
| 0.0078671 | 1 | 0.1% | |
| -0.20343971 | 1 | 0.1% | |
| 1.92110419 | 1 | 0.1% | |
| -2.16861582 | 1 | 0.1% | |
| 3.0497992 | 1 | 0.1% | |
| 4.30058002 | 1 | 0.1% | |
| 2.15014768 | 1 | 0.1% | |
| 0.77055359 | 1 | 0.1% | |
| 2.39846396 | 1 | 0.1% | |
| 1.14036417 | 1 | 0.1% | |
| -0.28718114 | 1 | 0.1% | |
| 0.73792768 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -4.95738125 | 1 | 0.1% | |
| -4.59705114 | 1 | 0.1% | |
| -4.52904892 | 1 | 0.1% | |
| -4.30332088 | 1 | 0.1% | |
| -4.19456959 | 1 | 0.1% | |
| -4.15229893 | 1 | 0.1% | |
| -3.92214036 | 1 | 0.1% | |
| -3.90012026 | 1 | 0.1% | |
| -3.89339161 | 1 | 0.1% | |
| -3.87311935 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4.98971272 | 1 | 0.1% | |
| 4.44549942 | 1 | 0.1% | |
| 4.42655087 | 1 | 0.1% | |
| 4.32969666 | 1 | 0.1% | |
| 4.30058002 | 1 | 0.1% | |
| 4.25479412 | 1 | 0.1% | |
| 4.25168514 | 1 | 0.1% | |
| 4.12746525 | 1 | 0.1% | |
| 3.88314223 | 1 | 0.1% | |
| 3.87823415 | 1 | 0.1% |
att17
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06554698566000002 |
|---|---|
| Minimum | -8.46067524 |
| Maximum | 8.16146469 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -8.46067524 |
|---|---|
| 5-th percentile | -4.209822202 |
| Q1 | -1.548000758 |
| median | 0.168066505 |
| Q3 | 1.714903413 |
| 95-th percentile | 4.015169815 |
| Maximum | 8.16146469 |
| Range | 16.62213993 |
| Interquartile range (IQR) | 3.26290417 |
Descriptive statistics
| Standard deviation | 2.468134634 |
|---|---|
| Coefficient of variation (CV) | 37.65443383 |
| Kurtosis | 0.03661689491 |
| Mean | 0.06554698566 |
| Median Absolute Deviation (MAD) | 1.61093712 |
| Skewness | -0.1091106404 |
| Sum | 131.0939713 |
| Variance | 6.091688572 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.68579686 | 2 | 0.1% | |
| 0.64434719 | 2 | 0.1% | |
| -0.54936159 | 2 | 0.1% | |
| 2.49389243 | 2 | 0.1% | |
| 0.0985142 | 2 | 0.1% | |
| 1.12252569 | 2 | 0.1% | |
| 1.69099879 | 1 | 0.1% | |
| -1.81074464 | 1 | 0.1% | |
| 0.7794733 | 1 | 0.1% | |
| -0.56034541 | 1 | 0.1% | |
| 0.08865798 | 1 | 0.1% | |
| -0.42343676 | 1 | 0.1% | |
| 1.89634466 | 1 | 0.1% | |
| 0.85490966 | 1 | 0.1% | |
| 4.05017281 | 1 | 0.1% | |
| 2.23344398 | 1 | 0.1% | |
| 0.41686082 | 1 | 0.1% | |
| 1.82094717 | 1 | 0.1% | |
| 1.45341206 | 1 | 0.1% | |
| 0.55832434 | 1 | 0.1% | |
| -3.12127566 | 1 | 0.1% | |
| -0.29590201 | 1 | 0.1% | |
| -1.45386076 | 1 | 0.1% | |
| -0.85333574 | 1 | 0.1% | |
| -0.12699533 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -8.46067524 | 1 | 0.1% | |
| -8.32603455 | 1 | 0.1% | |
| -7.21683598 | 1 | 0.1% | |
| -6.93619823 | 1 | 0.1% | |
| -6.88351059 | 1 | 0.1% | |
| -6.66718674 | 1 | 0.1% | |
| -6.64497948 | 1 | 0.1% | |
| -6.59978294 | 1 | 0.1% | |
| -6.46465492 | 1 | 0.1% | |
| -6.42469215 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 8.16146469 | 1 | 0.1% | |
| 7.63479328 | 1 | 0.1% | |
| 7.56857491 | 1 | 0.1% | |
| 6.95944881 | 1 | 0.1% | |
| 6.85705853 | 1 | 0.1% | |
| 6.68942356 | 1 | 0.1% | |
| 6.6594553 | 1 | 0.1% | |
| 6.35876179 | 1 | 0.1% | |
| 6.35757542 | 1 | 0.1% | |
| 6.345644 | 1 | 0.1% |
att13
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9008779400149999 |
|---|---|
| Minimum | -7.80531025 |
| Maximum | 10.17472744 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -7.80531025 |
|---|---|
| 5-th percentile | -3.792347502 |
| Q1 | -0.9579608425 |
| median | 0.930378495 |
| Q3 | 2.781693695 |
| 95-th percentile | 5.407412384 |
| Maximum | 10.17472744 |
| Range | 17.98003769 |
| Interquartile range (IQR) | 3.739654537 |
Descriptive statistics
| Standard deviation | 2.763918523 |
|---|---|
| Coefficient of variation (CV) | 3.068027754 |
| Kurtosis | -0.04156023267 |
| Mean | 0.90087794 |
| Median Absolute Deviation (MAD) | 1.872137785 |
| Skewness | -0.08802914804 |
| Sum | 1801.75588 |
| Variance | 7.639245602 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.13165355 | 2 | 0.1% | |
| 4.45467091 | 2 | 0.1% | |
| 1.14852023 | 2 | 0.1% | |
| 8.30646133 | 2 | 0.1% | |
| 0.21141529 | 2 | 0.1% | |
| 0.11169112 | 2 | 0.1% | |
| -1.27039838 | 1 | 0.1% | |
| 6.8205781 | 1 | 0.1% | |
| -0.41775143 | 1 | 0.1% | |
| 1.72340298 | 1 | 0.1% | |
| -1.95373416 | 1 | 0.1% | |
| 5.80826378 | 1 | 0.1% | |
| -1.99323559 | 1 | 0.1% | |
| 5.12712002 | 1 | 0.1% | |
| -0.67362189 | 1 | 0.1% | |
| -1.09711528 | 1 | 0.1% | |
| 3.93258977 | 1 | 0.1% | |
| -1.17641854 | 1 | 0.1% | |
| 0.78425062 | 1 | 0.1% | |
| 0.34472901 | 1 | 0.1% | |
| 0.65445954 | 1 | 0.1% | |
| 2.83648539 | 1 | 0.1% | |
| -3.44544268 | 1 | 0.1% | |
| 0.08739841 | 1 | 0.1% | |
| 2.66712713 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -7.80531025 | 1 | 0.1% | |
| -7.34388638 | 1 | 0.1% | |
| -7.29336166 | 1 | 0.1% | |
| -6.85176182 | 1 | 0.1% | |
| -6.5565362 | 1 | 0.1% | |
| -6.54744339 | 1 | 0.1% | |
| -6.4930234 | 1 | 0.1% | |
| -6.38234091 | 1 | 0.1% | |
| -6.37458038 | 1 | 0.1% | |
| -6.37187815 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 10.17472744 | 1 | 0.1% | |
| 9.39139175 | 1 | 0.1% | |
| 9.35178757 | 1 | 0.1% | |
| 9.15720177 | 1 | 0.1% | |
| 9.0371933 | 1 | 0.1% | |
| 8.44392204 | 1 | 0.1% | |
| 8.30646133 | 2 | 0.1% | |
| 8.26852226 | 1 | 0.1% | |
| 8.25927544 | 1 | 0.1% | |
| 7.78054619 | 1 | 0.1% |
att26
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.7561577037500001 |
|---|---|
| Minimum | -7.96517658 |
| Maximum | 5.18897629 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -7.96517658 |
|---|---|
| 5-th percentile | -4.510678724 |
| Q1 | -2.169165908 |
| median | -0.54863131 |
| Q3 | 0.714904915 |
| 95-th percentile | 2.401787259 |
| Maximum | 5.18897629 |
| Range | 13.15415287 |
| Interquartile range (IQR) | 2.884070823 |
Descriptive statistics
| Standard deviation | 2.141334728 |
|---|---|
| Coefficient of variation (CV) | -2.83186261 |
| Kurtosis | -0.07162782977 |
| Mean | -0.7561577038 |
| Median Absolute Deviation (MAD) | 1.42201531 |
| Skewness | -0.3391130927 |
| Sum | -1512.315408 |
| Variance | 4.585314419 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.93728387 | 2 | 0.1% | |
| -2.46773434 | 2 | 0.1% | |
| 3.65316725 | 2 | 0.1% | |
| 0.24628404 | 2 | 0.1% | |
| -2.19699192 | 2 | 0.1% | |
| -0.58531851 | 2 | 0.1% | |
| 0.18115905 | 1 | 0.1% | |
| -7.79650164 | 1 | 0.1% | |
| 4.28427315 | 1 | 0.1% | |
| 2.01673102 | 1 | 0.1% | |
| -2.04592609 | 1 | 0.1% | |
| -1.27703357 | 1 | 0.1% | |
| -0.51465201 | 1 | 0.1% | |
| -0.61282468 | 1 | 0.1% | |
| 0.60176593 | 1 | 0.1% | |
| -0.01504814 | 1 | 0.1% | |
| 1.22586918 | 1 | 0.1% | |
| -2.50783896 | 1 | 0.1% | |
| -3.60056639 | 1 | 0.1% | |
| 2.1842165 | 1 | 0.1% | |
| 1.74046075 | 1 | 0.1% | |
| -0.36552739 | 1 | 0.1% | |
| 1.63638568 | 1 | 0.1% | |
| -2.13641524 | 1 | 0.1% | |
| 0.13066682 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -7.96517658 | 1 | 0.1% | |
| -7.79650164 | 1 | 0.1% | |
| -7.72657681 | 1 | 0.1% | |
| -7.31293106 | 1 | 0.1% | |
| -6.99189329 | 1 | 0.1% | |
| -6.99017429 | 1 | 0.1% | |
| -6.72900105 | 1 | 0.1% | |
| -6.72655344 | 1 | 0.1% | |
| -6.55918074 | 1 | 0.1% | |
| -6.52240372 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 5.18897629 | 1 | 0.1% | |
| 5.16105556 | 1 | 0.1% | |
| 4.7783761 | 1 | 0.1% | |
| 4.63433266 | 1 | 0.1% | |
| 4.51972008 | 1 | 0.1% | |
| 4.39010906 | 1 | 0.1% | |
| 4.34095001 | 1 | 0.1% | |
| 4.33961201 | 1 | 0.1% | |
| 4.28427315 | 1 | 0.1% | |
| 4.17906666 | 1 | 0.1% |
att62
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.04970680966500001 |
|---|---|
| Minimum | -3.27988744 |
| Maximum | 2.80928969 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -3.27988744 |
|---|---|
| 5-th percentile | -1.475028861 |
| Q1 | -0.666966405 |
| median | -0.05813746 |
| Q3 | 0.5212995125 |
| 95-th percentile | 1.470984117 |
| Maximum | 2.80928969 |
| Range | 6.08917713 |
| Interquartile range (IQR) | 1.188265917 |
Descriptive statistics
| Standard deviation | 0.8999257538 |
|---|---|
| Coefficient of variation (CV) | -18.1046774 |
| Kurtosis | 0.0722212245 |
| Mean | -0.04970680967 |
| Median Absolute Deviation (MAD) | 0.59799139 |
| Skewness | 0.09190173689 |
| Sum | -99.41361933 |
| Variance | 0.8098663623 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.97812855 | 2 | 0.1% | |
| -1.39260077 | 2 | 0.1% | |
| 0.5891872 | 2 | 0.1% | |
| -1.11185241 | 2 | 0.1% | |
| -0.52496153 | 2 | 0.1% | |
| 0.0079115 | 2 | 0.1% | |
| 0.38706428 | 1 | 0.1% | |
| -0.12805593 | 1 | 0.1% | |
| 1.05008483 | 1 | 0.1% | |
| 0.89720446 | 1 | 0.1% | |
| -1.39737749 | 1 | 0.1% | |
| 0.23707914 | 1 | 0.1% | |
| 0.9173767 | 1 | 0.1% | |
| -1.59885669 | 1 | 0.1% | |
| -1.04232514 | 1 | 0.1% | |
| 0.68327087 | 1 | 0.1% | |
| 0.16221488 | 1 | 0.1% | |
| 0.31363696 | 1 | 0.1% | |
| -0.03106588 | 1 | 0.1% | |
| 0.3883962 | 1 | 0.1% | |
| -0.18126962 | 1 | 0.1% | |
| -0.23511247 | 1 | 0.1% | |
| -0.22971046 | 1 | 0.1% | |
| -0.944242 | 1 | 0.1% | |
| 0.53171259 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -3.27988744 | 1 | 0.1% | |
| -2.86790633 | 1 | 0.1% | |
| -2.79265165 | 1 | 0.1% | |
| -2.74490547 | 1 | 0.1% | |
| -2.72605634 | 1 | 0.1% | |
| -2.68568659 | 1 | 0.1% | |
| -2.65550351 | 1 | 0.1% | |
| -2.43631339 | 1 | 0.1% | |
| -2.37894988 | 1 | 0.1% | |
| -2.36866546 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.80928969 | 1 | 0.1% | |
| 2.78701091 | 1 | 0.1% | |
| 2.70471907 | 1 | 0.1% | |
| 2.56315446 | 1 | 0.1% | |
| 2.4922595 | 1 | 0.1% | |
| 2.40014458 | 1 | 0.1% | |
| 2.38514996 | 1 | 0.1% | |
| 2.37322307 | 1 | 0.1% | |
| 2.33103681 | 1 | 0.1% | |
| 2.32576418 | 1 | 0.1% |
att57
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04507206404999999 |
|---|---|
| Minimum | -3.47084904 |
| Maximum | 3.5323596 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -3.47084904 |
|---|---|
| 5-th percentile | -1.496566271 |
| Q1 | -0.5996788725 |
| median | 0.01963997 |
| Q3 | 0.6850501325 |
| 95-th percentile | 1.632364798 |
| Maximum | 3.5323596 |
| Range | 7.00320864 |
| Interquartile range (IQR) | 1.284729005 |
Descriptive statistics
| Standard deviation | 0.9722498395 |
|---|---|
| Coefficient of variation (CV) | 21.57100767 |
| Kurtosis | 0.2298309402 |
| Mean | 0.04507206405 |
| Median Absolute Deviation (MAD) | 0.644670605 |
| Skewness | -0.004258219547 |
| Sum | 90.1441281 |
| Variance | 0.9452697504 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.39149141 | 2 | 0.1% | |
| 1.8956275 | 2 | 0.1% | |
| -0.46210575 | 2 | 0.1% | |
| -0.33715653 | 2 | 0.1% | |
| 0.01451731 | 2 | 0.1% | |
| 0.21490455 | 2 | 0.1% | |
| -0.3958807 | 1 | 0.1% | |
| 1.32123196 | 1 | 0.1% | |
| -2.43472338 | 1 | 0.1% | |
| 0.48263741 | 1 | 0.1% | |
| -0.68749547 | 1 | 0.1% | |
| -1.97396088 | 1 | 0.1% | |
| -0.04506111 | 1 | 0.1% | |
| 0.83307421 | 1 | 0.1% | |
| -0.19725156 | 1 | 0.1% | |
| -0.68767881 | 1 | 0.1% | |
| -0.8693316 | 1 | 0.1% | |
| 1.10073102 | 1 | 0.1% | |
| 0.54692531 | 1 | 0.1% | |
| -0.61343479 | 1 | 0.1% | |
| 0.30721593 | 1 | 0.1% | |
| -1.67329311 | 1 | 0.1% | |
| 1.15461659 | 1 | 0.1% | |
| 0.05686927 | 1 | 0.1% | |
| -1.00923491 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -3.47084904 | 1 | 0.1% | |
| -3.38544607 | 1 | 0.1% | |
| -3.29320478 | 1 | 0.1% | |
| -3.12386322 | 1 | 0.1% | |
| -3.01992941 | 1 | 0.1% | |
| -2.68374586 | 1 | 0.1% | |
| -2.679914 | 1 | 0.1% | |
| -2.61335039 | 1 | 0.1% | |
| -2.59004211 | 1 | 0.1% | |
| -2.52507734 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.5323596 | 1 | 0.1% | |
| 3.38088751 | 1 | 0.1% | |
| 3.17159891 | 1 | 0.1% | |
| 2.84278011 | 1 | 0.1% | |
| 2.78368521 | 1 | 0.1% | |
| 2.69730639 | 1 | 0.1% | |
| 2.66774511 | 1 | 0.1% | |
| 2.64844108 | 1 | 0.1% | |
| 2.62817764 | 1 | 0.1% | |
| 2.58592439 | 1 | 0.1% |
att10
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.81970727405 |
|---|---|
| Minimum | -13.14248276 |
| Maximum | 8.33450317 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -13.14248276 |
|---|---|
| 5-th percentile | -8.312092017 |
| Q1 | -4.46183217 |
| median | -1.701357785 |
| Q3 | 0.98197749 |
| 95-th percentile | 4.220670369 |
| Maximum | 8.33450317 |
| Range | 21.47698593 |
| Interquartile range (IQR) | 5.44380966 |
Descriptive statistics
| Standard deviation | 3.816862627 |
|---|---|
| Coefficient of variation (CV) | -2.097514628 |
| Kurtosis | -0.4375218035 |
| Mean | -1.819707274 |
| Median Absolute Deviation (MAD) | 2.726002985 |
| Skewness | -0.1320594399 |
| Sum | -3639.414548 |
| Variance | 14.56844031 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.69673502 | 2 | 0.1% | |
| -2.5870266 | 2 | 0.1% | |
| -7.77495718 | 2 | 0.1% | |
| 0.37447047 | 2 | 0.1% | |
| 2.12827969 | 2 | 0.1% | |
| -2.4304142 | 2 | 0.1% | |
| -3.3299911 | 1 | 0.1% | |
| -3.78759861 | 1 | 0.1% | |
| -2.45875549 | 1 | 0.1% | |
| -4.18769264 | 1 | 0.1% | |
| 0.34995455 | 1 | 0.1% | |
| -5.2068615 | 1 | 0.1% | |
| -5.5944376 | 1 | 0.1% | |
| 3.5706563 | 1 | 0.1% | |
| -2.33996439 | 1 | 0.1% | |
| -9.53435135 | 1 | 0.1% | |
| -0.43882263 | 1 | 0.1% | |
| -2.45524931 | 1 | 0.1% | |
| 5.31205225 | 1 | 0.1% | |
| 4.5929389 | 1 | 0.1% | |
| 4.06997681 | 1 | 0.1% | |
| -2.05789781 | 1 | 0.1% | |
| -1.17703867 | 1 | 0.1% | |
| -2.43949771 | 1 | 0.1% | |
| 2.27555776 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -13.14248276 | 1 | 0.1% | |
| -12.88380623 | 1 | 0.1% | |
| -12.49904442 | 1 | 0.1% | |
| -12.28482723 | 1 | 0.1% | |
| -11.85890198 | 1 | 0.1% | |
| -11.77827358 | 1 | 0.1% | |
| -11.73080158 | 1 | 0.1% | |
| -11.67677307 | 1 | 0.1% | |
| -11.48866272 | 1 | 0.1% | |
| -11.38132191 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 8.33450317 | 1 | 0.1% | |
| 8.20604324 | 1 | 0.1% | |
| 7.9621582 | 1 | 0.1% | |
| 7.71926498 | 1 | 0.1% | |
| 7.33759451 | 1 | 0.1% | |
| 7.31094599 | 1 | 0.1% | |
| 7.20626879 | 1 | 0.1% | |
| 7.14156914 | 1 | 0.1% | |
| 7.12201118 | 1 | 0.1% | |
| 7.10885572 | 1 | 0.1% |
att41
Real number (ℝ)
| Distinct count | 1993 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.18169106674 |
|---|---|
| Minimum | -4.70052958 |
| Maximum | 3.49289632 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -4.70052958 |
|---|---|
| 5-th percentile | -2.249929644 |
| Q1 | -0.977441655 |
| median | -0.1729863 |
| Q3 | 0.6613143425 |
| 95-th percentile | 1.757302807 |
| Maximum | 3.49289632 |
| Range | 8.1934259 |
| Interquartile range (IQR) | 1.638755998 |
Descriptive statistics
| Standard deviation | 1.209156461 |
|---|---|
| Coefficient of variation (CV) | -6.655013275 |
| Kurtosis | 0.06995608881 |
| Mean | -0.1816910667 |
| Median Absolute Deviation (MAD) | 0.821643205 |
| Skewness | -0.07769631268 |
| Sum | -363.3821335 |
| Variance | 1.462059347 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.1797955 | 2 | 0.1% | |
| -0.51412416 | 2 | 0.1% | |
| 0.2101357 | 2 | 0.1% | |
| -0.78701836 | 2 | 0.1% | |
| 1.21984363 | 2 | 0.1% | |
| 0.51607549 | 2 | 0.1% | |
| 0.34072936 | 2 | 0.1% | |
| -0.93755418 | 1 | 0.1% | |
| -0.32169807 | 1 | 0.1% | |
| -1.48274112 | 1 | 0.1% | |
| -1.51940536 | 1 | 0.1% | |
| -0.59412616 | 1 | 0.1% | |
| 0.61339414 | 1 | 0.1% | |
| 1.02024293 | 1 | 0.1% | |
| 0.84185982 | 1 | 0.1% | |
| -2.02554512 | 1 | 0.1% | |
| -2.49327993 | 1 | 0.1% | |
| -0.87545276 | 1 | 0.1% | |
| 0.73306155 | 1 | 0.1% | |
| 0.76110148 | 1 | 0.1% | |
| 0.00320423 | 1 | 0.1% | |
| 0.24298811 | 1 | 0.1% | |
| 0.50735378 | 1 | 0.1% | |
| -1.39650369 | 1 | 0.1% | |
| 0.85918331 | 1 | 0.1% | |
| Other values (1968) | 1968 | 98.4% |
| Value | Count | Frequency (%) | |
| -4.70052958 | 1 | 0.1% | |
| -4.33832741 | 1 | 0.1% | |
| -3.89120126 | 1 | 0.1% | |
| -3.87217855 | 1 | 0.1% | |
| -3.6955111 | 1 | 0.1% | |
| -3.69340825 | 1 | 0.1% | |
| -3.6366775 | 1 | 0.1% | |
| -3.62116265 | 1 | 0.1% | |
| -3.51595616 | 1 | 0.1% | |
| -3.50690269 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.49289632 | 1 | 0.1% | |
| 3.43188357 | 1 | 0.1% | |
| 3.34447217 | 1 | 0.1% | |
| 3.33731008 | 1 | 0.1% | |
| 3.26393485 | 1 | 0.1% | |
| 3.25887465 | 1 | 0.1% | |
| 3.21398425 | 1 | 0.1% | |
| 3.21176028 | 1 | 0.1% | |
| 3.06896567 | 1 | 0.1% | |
| 2.99990773 | 1 | 0.1% |
att14
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.43713969629500005 |
|---|---|
| Minimum | -9.81347656 |
| Maximum | 10.18849945 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -9.81347656 |
|---|---|
| 5-th percentile | -4.779277203 |
| Q1 | -2.266192972 |
| median | -0.62297928 |
| Q3 | 1.34494555 |
| 95-th percentile | 4.146836186 |
| Maximum | 10.18849945 |
| Range | 20.00197601 |
| Interquartile range (IQR) | 3.611138522 |
Descriptive statistics
| Standard deviation | 2.739591333 |
|---|---|
| Coefficient of variation (CV) | -6.267084313 |
| Kurtosis | 0.2091671031 |
| Mean | -0.4371396963 |
| Median Absolute Deviation (MAD) | 1.775846895 |
| Skewness | 0.2374369884 |
| Sum | -874.2793926 |
| Variance | 7.505360674 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.98221749 | 2 | 0.1% | |
| -0.92775565 | 2 | 0.1% | |
| -6.96707821 | 2 | 0.1% | |
| -2.08032417 | 2 | 0.1% | |
| -1.61290574 | 2 | 0.1% | |
| -1.41865528 | 2 | 0.1% | |
| 2.87689018 | 1 | 0.1% | |
| 1.91950202 | 1 | 0.1% | |
| 1.38490069 | 1 | 0.1% | |
| -1.52622831 | 1 | 0.1% | |
| 0.54493064 | 1 | 0.1% | |
| 1.75020611 | 1 | 0.1% | |
| 0.33329728 | 1 | 0.1% | |
| -0.98900241 | 1 | 0.1% | |
| -4.87455225 | 1 | 0.1% | |
| -3.06240749 | 1 | 0.1% | |
| -2.68797994 | 1 | 0.1% | |
| -1.97672236 | 1 | 0.1% | |
| -0.18992856 | 1 | 0.1% | |
| 4.67179585 | 1 | 0.1% | |
| -1.59771562 | 1 | 0.1% | |
| -1.47334337 | 1 | 0.1% | |
| 0.38059574 | 1 | 0.1% | |
| -4.37331486 | 1 | 0.1% | |
| 3.05045605 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -9.81347656 | 1 | 0.1% | |
| -9.7732439 | 1 | 0.1% | |
| -8.35594654 | 1 | 0.1% | |
| -7.73842001 | 1 | 0.1% | |
| -7.50123596 | 1 | 0.1% | |
| -7.43067789 | 1 | 0.1% | |
| -7.39343452 | 1 | 0.1% | |
| -7.2116971 | 1 | 0.1% | |
| -7.19958735 | 1 | 0.1% | |
| -7.1029315 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 10.18849945 | 1 | 0.1% | |
| 9.58735085 | 1 | 0.1% | |
| 8.66253185 | 1 | 0.1% | |
| 8.19972229 | 1 | 0.1% | |
| 8.13283157 | 1 | 0.1% | |
| 7.88158131 | 1 | 0.1% | |
| 7.7466526 | 1 | 0.1% | |
| 7.72438669 | 1 | 0.1% | |
| 7.62701607 | 1 | 0.1% | |
| 7.61440277 | 1 | 0.1% |
att35
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10767222726500002 |
|---|---|
| Minimum | -5.48401928 |
| Maximum | 4.91564751 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -5.48401928 |
|---|---|
| 5-th percentile | -2.388493706 |
| Q1 | -0.915863305 |
| median | 0.14430505 |
| Q3 | 1.122528762 |
| 95-th percentile | 2.576394717 |
| Maximum | 4.91564751 |
| Range | 10.39966679 |
| Interquartile range (IQR) | 2.038392068 |
Descriptive statistics
| Standard deviation | 1.501535238 |
|---|---|
| Coefficient of variation (CV) | 13.94542749 |
| Kurtosis | -0.07444834288 |
| Mean | 0.1076722273 |
| Median Absolute Deviation (MAD) | 1.0135954 |
| Skewness | -0.04749074283 |
| Sum | 215.3444545 |
| Variance | 2.25460807 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.42164963 | 2 | 0.1% | |
| 2.99239302 | 2 | 0.1% | |
| -0.18268585 | 2 | 0.1% | |
| 2.70235944 | 2 | 0.1% | |
| 0.42263383 | 2 | 0.1% | |
| 1.24477088 | 2 | 0.1% | |
| -0.45093012 | 1 | 0.1% | |
| 2.61085057 | 1 | 0.1% | |
| 1.13247156 | 1 | 0.1% | |
| 0.5047729 | 1 | 0.1% | |
| 1.20885253 | 1 | 0.1% | |
| 0.98360622 | 1 | 0.1% | |
| -1.9582808 | 1 | 0.1% | |
| 0.28661394 | 1 | 0.1% | |
| 0.76824689 | 1 | 0.1% | |
| 2.31825399 | 1 | 0.1% | |
| 1.36822987 | 1 | 0.1% | |
| -0.3002708 | 1 | 0.1% | |
| 1.61341488 | 1 | 0.1% | |
| -0.00169837 | 1 | 0.1% | |
| -0.49084091 | 1 | 0.1% | |
| 1.25835764 | 1 | 0.1% | |
| -0.21448827 | 1 | 0.1% | |
| 0.19098079 | 1 | 0.1% | |
| 2.09953165 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -5.48401928 | 1 | 0.1% | |
| -4.66678619 | 1 | 0.1% | |
| -4.28799915 | 1 | 0.1% | |
| -4.1663723 | 1 | 0.1% | |
| -3.90564895 | 1 | 0.1% | |
| -3.89929748 | 1 | 0.1% | |
| -3.86486983 | 1 | 0.1% | |
| -3.82679391 | 1 | 0.1% | |
| -3.73773599 | 1 | 0.1% | |
| -3.70224023 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4.91564751 | 1 | 0.1% | |
| 4.89274073 | 1 | 0.1% | |
| 4.60284328 | 1 | 0.1% | |
| 4.57527542 | 1 | 0.1% | |
| 4.41273975 | 1 | 0.1% | |
| 3.94950724 | 1 | 0.1% | |
| 3.93119073 | 1 | 0.1% | |
| 3.90587759 | 1 | 0.1% | |
| 3.90011144 | 1 | 0.1% | |
| 3.89789462 | 1 | 0.1% |
att51
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13903753764000001 |
|---|---|
| Minimum | -4.89716625 |
| Maximum | 3.63762021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -4.89716625 |
|---|---|
| 5-th percentile | -1.991854408 |
| Q1 | -0.903895225 |
| median | -0.113480675 |
| Q3 | 0.6145303675 |
| 95-th percentile | 1.652681539 |
| Maximum | 3.63762021 |
| Range | 8.53478646 |
| Interquartile range (IQR) | 1.518425592 |
Descriptive statistics
| Standard deviation | 1.119116857 |
|---|---|
| Coefficient of variation (CV) | -8.04902673 |
| Kurtosis | 0.1179661358 |
| Mean | -0.1390375376 |
| Median Absolute Deviation (MAD) | 0.756172865 |
| Skewness | -0.08947611976 |
| Sum | -278.0750753 |
| Variance | 1.252422539 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.92070019 | 2 | 0.1% | |
| -0.71762949 | 2 | 0.1% | |
| -0.71690059 | 2 | 0.1% | |
| 1.32569075 | 2 | 0.1% | |
| -0.89686489 | 2 | 0.1% | |
| 0.85601783 | 2 | 0.1% | |
| -1.46342707 | 1 | 0.1% | |
| -0.1216362 | 1 | 0.1% | |
| -0.19283591 | 1 | 0.1% | |
| -0.02881406 | 1 | 0.1% | |
| 1.78300381 | 1 | 0.1% | |
| 0.14552134 | 1 | 0.1% | |
| -0.59281784 | 1 | 0.1% | |
| -0.07746233 | 1 | 0.1% | |
| 0.41894919 | 1 | 0.1% | |
| -0.77972233 | 1 | 0.1% | |
| 0.13466255 | 1 | 0.1% | |
| 0.04014629 | 1 | 0.1% | |
| 0.65041965 | 1 | 0.1% | |
| 1.81367838 | 1 | 0.1% | |
| 0.63124895 | 1 | 0.1% | |
| -1.05823398 | 1 | 0.1% | |
| -1.02495193 | 1 | 0.1% | |
| -1.01260841 | 1 | 0.1% | |
| -0.94879699 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -4.89716625 | 1 | 0.1% | |
| -3.74983335 | 1 | 0.1% | |
| -3.68822813 | 1 | 0.1% | |
| -3.46756983 | 1 | 0.1% | |
| -3.44306588 | 1 | 0.1% | |
| -3.39255452 | 1 | 0.1% | |
| -3.35864544 | 1 | 0.1% | |
| -3.22723246 | 1 | 0.1% | |
| -3.21571469 | 1 | 0.1% | |
| -3.17359209 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.63762021 | 1 | 0.1% | |
| 3.54764199 | 1 | 0.1% | |
| 3.38859224 | 1 | 0.1% | |
| 3.26781988 | 1 | 0.1% | |
| 2.8970108 | 1 | 0.1% | |
| 2.88287044 | 1 | 0.1% | |
| 2.8791039 | 1 | 0.1% | |
| 2.83551812 | 1 | 0.1% | |
| 2.80634022 | 1 | 0.1% | |
| 2.65636492 | 1 | 0.1% |
att4
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6353147978400002 |
|---|---|
| Minimum | -14.30356312 |
| Maximum | 16.824829100000002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -14.30356312 |
|---|---|
| 5-th percentile | -6.745649096 |
| Q1 | -2.186701835 |
| median | 0.83083147 |
| Q3 | 5.360158803 |
| 95-th percentile | 11.91248445 |
| Maximum | 16.8248291 |
| Range | 31.12839222 |
| Interquartile range (IQR) | 7.546860638 |
Descriptive statistics
| Standard deviation | 5.507580549 |
|---|---|
| Coefficient of variation (CV) | 3.367902349 |
| Kurtosis | -0.3712679736 |
| Mean | 1.635314798 |
| Median Absolute Deviation (MAD) | 3.61438966 |
| Skewness | 0.3040439862 |
| Sum | 3270.629596 |
| Variance | 30.3334435 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.84194517 | 2 | 0.1% | |
| 6.92251492 | 2 | 0.1% | |
| 1.14984739 | 2 | 0.1% | |
| 0.74614692 | 2 | 0.1% | |
| 3.80850434 | 2 | 0.1% | |
| -0.16495813 | 2 | 0.1% | |
| -1.94550431 | 1 | 0.1% | |
| -4.77248096 | 1 | 0.1% | |
| 9.29976463 | 1 | 0.1% | |
| 4.96651173 | 1 | 0.1% | |
| -1.02359736 | 1 | 0.1% | |
| -1.52448702 | 1 | 0.1% | |
| 11.02480221 | 1 | 0.1% | |
| -2.77066922 | 1 | 0.1% | |
| -1.26943791 | 1 | 0.1% | |
| -0.52547765 | 1 | 0.1% | |
| 7.74929047 | 1 | 0.1% | |
| 0.01733491 | 1 | 0.1% | |
| -2.06283712 | 1 | 0.1% | |
| 4.10405111 | 1 | 0.1% | |
| 2.79583073 | 1 | 0.1% | |
| -7.51140976 | 1 | 0.1% | |
| -1.10332263 | 1 | 0.1% | |
| -0.19815651 | 1 | 0.1% | |
| -8.7755127 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -14.30356312 | 1 | 0.1% | |
| -12.73052788 | 1 | 0.1% | |
| -12.56428242 | 1 | 0.1% | |
| -11.72809219 | 1 | 0.1% | |
| -11.5698595 | 1 | 0.1% | |
| -11.31143475 | 1 | 0.1% | |
| -11.09230614 | 1 | 0.1% | |
| -10.77288246 | 1 | 0.1% | |
| -10.74178886 | 1 | 0.1% | |
| -10.68170452 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 16.8248291 | 1 | 0.1% | |
| 15.57508755 | 1 | 0.1% | |
| 15.53251839 | 1 | 0.1% | |
| 14.72711849 | 1 | 0.1% | |
| 14.5009861 | 1 | 0.1% | |
| 14.49874496 | 1 | 0.1% | |
| 14.48124886 | 1 | 0.1% | |
| 14.36370564 | 1 | 0.1% | |
| 14.32670879 | 1 | 0.1% | |
| 14.31255722 | 1 | 0.1% |
att18
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.836705997565 |
|---|---|
| Minimum | -6.64515781 |
| Maximum | 8.75007629 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -6.64515781 |
|---|---|
| 5-th percentile | -3.001420578 |
| Q1 | -0.685036915 |
| median | 0.921254515 |
| Q3 | 2.43313694 |
| 95-th percentile | 4.518638517 |
| Maximum | 8.75007629 |
| Range | 15.3952341 |
| Interquartile range (IQR) | 3.118173855 |
Descriptive statistics
| Standard deviation | 2.286909748 |
|---|---|
| Coefficient of variation (CV) | 2.733229778 |
| Kurtosis | -0.1557298873 |
| Mean | 0.8367059976 |
| Median Absolute Deviation (MAD) | 1.55343169 |
| Skewness | -0.05267177231 |
| Sum | 1673.411995 |
| Variance | 5.229956195 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4.64626884 | 2 | 0.1% | |
| 1.15905499 | 2 | 0.1% | |
| -0.08273906 | 2 | 0.1% | |
| 1.55835819 | 2 | 0.1% | |
| -0.95849246 | 2 | 0.1% | |
| -0.32884383 | 2 | 0.1% | |
| 0.4156822 | 1 | 0.1% | |
| 1.77766442 | 1 | 0.1% | |
| 0.79328561 | 1 | 0.1% | |
| 1.61073971 | 1 | 0.1% | |
| 0.10870373 | 1 | 0.1% | |
| -0.01772684 | 1 | 0.1% | |
| 1.49060178 | 1 | 0.1% | |
| 1.01544738 | 1 | 0.1% | |
| -2.06449986 | 1 | 0.1% | |
| 2.86727786 | 1 | 0.1% | |
| -0.31124443 | 1 | 0.1% | |
| 2.52389121 | 1 | 0.1% | |
| 0.63517511 | 1 | 0.1% | |
| -2.99434233 | 1 | 0.1% | |
| 0.57212222 | 1 | 0.1% | |
| -0.00810653 | 1 | 0.1% | |
| -0.30024385 | 1 | 0.1% | |
| -0.80200827 | 1 | 0.1% | |
| 0.58163273 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -6.64515781 | 1 | 0.1% | |
| -6.22049236 | 1 | 0.1% | |
| -5.86124229 | 1 | 0.1% | |
| -5.79634094 | 1 | 0.1% | |
| -5.30353165 | 1 | 0.1% | |
| -5.29435349 | 1 | 0.1% | |
| -5.28555202 | 1 | 0.1% | |
| -5.16070652 | 1 | 0.1% | |
| -5.11793518 | 1 | 0.1% | |
| -4.88512325 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 8.75007629 | 1 | 0.1% | |
| 8.25590801 | 1 | 0.1% | |
| 7.73078156 | 1 | 0.1% | |
| 7.35210037 | 1 | 0.1% | |
| 7.00015163 | 1 | 0.1% | |
| 6.9383316 | 1 | 0.1% | |
| 6.93790817 | 1 | 0.1% | |
| 6.91643524 | 1 | 0.1% | |
| 6.90707493 | 1 | 0.1% | |
| 6.85289574 | 1 | 0.1% |
att50
Real number (ℝ)
| Distinct count | 1994 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.091018711975 |
|---|---|
| Minimum | -4.5425806 |
| Maximum | 3.74986267 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -4.5425806 |
|---|---|
| 5-th percentile | -1.70254961 |
| Q1 | -0.653879955 |
| median | 0.09743208 |
| Q3 | 0.804428815 |
| 95-th percentile | 1.877798473 |
| Maximum | 3.74986267 |
| Range | 8.29244327 |
| Interquartile range (IQR) | 1.45830877 |
Descriptive statistics
| Standard deviation | 1.089753997 |
|---|---|
| Coefficient of variation (CV) | 11.97285671 |
| Kurtosis | 0.04895195526 |
| Mean | 0.09101871197 |
| Median Absolute Deviation (MAD) | 0.7322858 |
| Skewness | 0.02175098298 |
| Sum | 182.037424 |
| Variance | 1.187563774 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.64922214 | 2 | 0.1% | |
| 1.53050768 | 2 | 0.1% | |
| 1.77353776 | 2 | 0.1% | |
| -1.6329664 | 2 | 0.1% | |
| -0.37495661 | 2 | 0.1% | |
| 1.37136567 | 2 | 0.1% | |
| -0.80016071 | 1 | 0.1% | |
| 0.39457953 | 1 | 0.1% | |
| 0.1351974 | 1 | 0.1% | |
| -1.33118343 | 1 | 0.1% | |
| 0.67843068 | 1 | 0.1% | |
| 0.09844542 | 1 | 0.1% | |
| -0.49860957 | 1 | 0.1% | |
| 0.05741394 | 1 | 0.1% | |
| -0.60445875 | 1 | 0.1% | |
| -0.15632713 | 1 | 0.1% | |
| -0.72953057 | 1 | 0.1% | |
| 0.40628386 | 1 | 0.1% | |
| -0.35025591 | 1 | 0.1% | |
| -1.42719364 | 1 | 0.1% | |
| -0.15662831 | 1 | 0.1% | |
| 1.58372843 | 1 | 0.1% | |
| 0.16115361 | 1 | 0.1% | |
| -1.46003997 | 1 | 0.1% | |
| 0.11926234 | 1 | 0.1% | |
| Other values (1969) | 1969 | 98.5% |
| Value | Count | Frequency (%) | |
| -4.5425806 | 1 | 0.1% | |
| -3.49030113 | 1 | 0.1% | |
| -3.29868984 | 1 | 0.1% | |
| -3.26560163 | 1 | 0.1% | |
| -2.75593615 | 1 | 0.1% | |
| -2.68724442 | 1 | 0.1% | |
| -2.62479734 | 1 | 0.1% | |
| -2.60812378 | 1 | 0.1% | |
| -2.58081532 | 1 | 0.1% | |
| -2.56926489 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.74986267 | 1 | 0.1% | |
| 3.65208721 | 1 | 0.1% | |
| 3.34373665 | 1 | 0.1% | |
| 3.3133316 | 1 | 0.1% | |
| 3.30724335 | 1 | 0.1% | |
| 3.29166317 | 1 | 0.1% | |
| 3.18106747 | 1 | 0.1% | |
| 3.01062012 | 1 | 0.1% | |
| 2.96305275 | 1 | 0.1% | |
| 2.87480545 | 1 | 0.1% |
target
Real number (ℝ≥0)
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5 |
|---|---|
| Minimum | 1 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5.5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.872999663 |
|---|---|
| Coefficient of variation (CV) | 0.5223635751 |
| Kurtosis | -1.224302538 |
| Mean | 5.5 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 0 |
| Sum | 11000 |
| Variance | 8.254127064 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 10 | 200 | 10.0% | |
| 9 | 200 | 10.0% | |
| 8 | 200 | 10.0% | |
| 7 | 200 | 10.0% | |
| 6 | 200 | 10.0% | |
| 5 | 200 | 10.0% | |
| 4 | 200 | 10.0% | |
| 3 | 200 | 10.0% | |
| 2 | 200 | 10.0% | |
| 1 | 200 | 10.0% |
| Value | Count | Frequency (%) | |
| 1 | 200 | 10.0% | |
| 2 | 200 | 10.0% | |
| 3 | 200 | 10.0% | |
| 4 | 200 | 10.0% | |
| 5 | 200 | 10.0% | |
| 6 | 200 | 10.0% | |
| 7 | 200 | 10.0% | |
| 8 | 200 | 10.0% | |
| 9 | 200 | 10.0% | |
| 10 | 200 | 10.0% |
| Value | Count | Frequency (%) | |
| 10 | 200 | 10.0% | |
| 9 | 200 | 10.0% | |
| 8 | 200 | 10.0% | |
| 7 | 200 | 10.0% | |
| 6 | 200 | 10.0% | |
| 5 | 200 | 10.0% | |
| 4 | 200 | 10.0% | |
| 3 | 200 | 10.0% | |
| 2 | 200 | 10.0% | |
| 1 | 200 | 10.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| att53 | att59 | att1 | att45 | att6 | att37 | att17 | att13 | att26 | att62 | att57 | att10 | att41 | att14 | att35 | att51 | att4 | att18 | att50 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.088799 | 0.284104 | -10.297008 | 1.960389 | 4.086815 | -1.121445 | -2.627923 | 2.001344 | -0.603834 | 1.814691 | 0.496387 | 3.503082 | -2.192526 | 1.478683 | 0.457352 | 0.620422 | -2.081316 | 2.741715 | 0.442649 | 1 |
| 1 | -1.568273 | 1.281628 | -5.036009 | -0.783071 | 4.220469 | -1.174443 | 1.070799 | 3.546106 | -0.857551 | 0.485792 | 1.429883 | 1.346073 | -0.658064 | -2.728002 | -0.950611 | -0.669465 | 0.592460 | 1.676834 | 0.087514 | 1 |
| 2 | 0.555195 | -0.441360 | -9.639157 | -0.523467 | 3.400769 | 2.502617 | -0.762313 | -0.791784 | -0.885316 | 1.097748 | -0.025265 | 4.153403 | -2.017740 | 2.609470 | -2.672265 | 0.772292 | -1.717650 | -0.394081 | 1.578619 | 1 |
| 3 | 0.276112 | 0.982438 | -6.650375 | 0.001021 | 3.924822 | 0.593984 | 1.180557 | 3.489466 | 0.280389 | -0.913552 | -0.204508 | 1.153308 | 0.388920 | 3.987592 | 0.072599 | -1.072086 | -2.342780 | -4.406371 | -0.133205 | 1 |
| 4 | -0.335391 | -0.563889 | -10.664524 | 2.439588 | -3.304663 | -1.281105 | 0.683632 | 1.729491 | -1.272378 | 0.298318 | -1.254907 | -0.949622 | -1.482741 | -0.638025 | -1.210731 | -0.654705 | 0.453885 | 3.106049 | 0.848514 | 1 |
| 5 | 0.289757 | -0.572874 | 3.437618 | 0.434093 | 1.733343 | 2.008052 | -1.585564 | 8.268522 | 3.762352 | -0.758766 | 0.520910 | -2.783926 | 1.268271 | 1.538166 | 1.200783 | 0.681230 | 4.037337 | 2.302103 | 0.853772 | 1 |
| 6 | 1.162437 | -0.289895 | -13.986871 | 0.655752 | -1.118082 | 0.434160 | -2.017486 | 1.770474 | -1.181819 | -0.398156 | -1.015069 | -1.800137 | -2.160127 | 2.731737 | 0.472570 | 0.130266 | -3.326522 | 1.547837 | 0.342320 | 1 |
| 7 | 1.888057 | 0.805002 | -10.951489 | 0.153581 | -0.066174 | -1.843684 | -0.628876 | 1.513821 | -0.884082 | -0.062183 | -0.216118 | 1.788652 | -0.763261 | -0.058082 | -0.228512 | -1.367491 | -2.693600 | 0.134991 | 0.104277 | 1 |
| 8 | -0.516563 | -0.276942 | -13.141173 | -0.220351 | -0.151152 | 0.868376 | -4.827402 | 2.405563 | -1.286892 | 1.020319 | 0.708782 | 0.553618 | -2.409878 | -0.541013 | 0.707186 | -0.025036 | -3.001888 | 2.114211 | 1.119448 | 1 |
| 9 | -0.111917 | 0.384430 | -10.334850 | 0.280381 | 3.762498 | 1.435069 | 0.996752 | 1.772337 | 0.512069 | 0.541871 | -1.152461 | 0.950181 | -1.606234 | 2.800835 | 1.071121 | 0.732388 | -0.392417 | -0.302957 | 1.514246 | 1 |
Last rows
| att53 | att59 | att1 | att45 | att6 | att37 | att17 | att13 | att26 | att62 | att57 | att10 | att41 | att14 | att35 | att51 | att4 | att18 | att50 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1990 | 1.061825 | 1.217355 | 3.218364 | -0.557352 | -0.641123 | -0.312086 | -1.476030 | 3.905295 | -2.289339 | -0.738192 | 0.085568 | 2.098005 | 0.652372 | 0.722616 | -1.664336 | -0.700563 | 6.311686 | -0.482150 | -1.011930 | 10 |
| 1991 | 1.839424 | -2.094907 | 6.265252 | -2.178748 | 2.963450 | -4.152299 | 4.404633 | -1.003055 | 0.793967 | -0.235112 | -0.294708 | -6.291783 | 0.611921 | 2.043783 | 0.849655 | 0.730247 | -8.515229 | 2.553505 | 0.118655 | 10 |
| 1992 | 1.860821 | 0.425348 | 2.994551 | -0.645585 | -3.099290 | 0.796774 | -1.795938 | 4.804210 | 1.740461 | -0.911188 | -0.134543 | 7.108856 | 0.922141 | 5.889473 | -1.981404 | 0.798542 | 3.146789 | -0.537296 | -1.266138 | 10 |
| 1993 | 0.110214 | 0.962129 | -4.560046 | 0.240159 | 0.093552 | -1.635560 | 1.011057 | -3.639102 | 0.170328 | 1.090427 | 0.482637 | -6.330453 | -1.284606 | 5.228704 | 1.214694 | 0.155003 | 2.443110 | 2.612200 | -0.037824 | 10 |
| 1994 | 0.970250 | -0.491677 | -1.286832 | -1.280776 | 1.269131 | -0.239676 | -2.917664 | 3.898723 | -5.152272 | 0.892587 | 1.504571 | -1.315747 | 0.412560 | -1.560419 | 0.896941 | 0.155275 | 8.710343 | 2.194012 | -0.285049 | 10 |
| 1995 | 1.405775 | -0.951763 | -2.415248 | 0.158144 | -1.447842 | -1.187547 | 0.000289 | -2.658006 | -0.969912 | -0.304857 | 0.017051 | -0.106785 | -1.018067 | 2.578180 | 0.536694 | -0.057274 | 6.662300 | 0.900376 | -0.258766 | 10 |
| 1996 | 0.384269 | 1.439473 | 5.892684 | -0.565490 | -0.869375 | -1.679923 | 0.088658 | 4.490661 | -2.696495 | -0.128056 | 0.227573 | 3.355656 | 0.642061 | 0.091259 | 1.544659 | -1.824987 | 6.871263 | 0.958250 | 0.754746 | 10 |
| 1997 | 1.644899 | 0.916683 | 1.881613 | -3.409543 | 1.740497 | -1.622618 | 1.213070 | -2.216134 | 1.568542 | -0.439637 | 0.309964 | -0.614610 | -2.896072 | 6.471417 | 0.320545 | 0.406495 | 0.655888 | 2.342328 | -0.768440 | 10 |
| 1998 | 1.250345 | -0.014442 | -1.530886 | 0.068487 | 1.480784 | -2.703287 | -0.126995 | -2.670146 | -0.714465 | 1.405214 | 0.128358 | -2.165543 | -1.110828 | 2.361846 | 0.248074 | -0.231518 | 4.956079 | 0.977249 | -0.564292 | 10 |
| 1999 | 0.625316 | -1.050163 | 11.251634 | 0.836311 | -0.073462 | 1.244861 | 0.098514 | 8.306461 | -2.467734 | 0.007912 | 1.895628 | 0.696735 | 0.516075 | -1.418655 | -0.182686 | -0.717629 | -0.841945 | 1.558358 | -1.632966 | 10 |
Most frequent
| att53 | att59 | att1 | att45 | att6 | att37 | att17 | att13 | att26 | att62 | att57 | att10 | att41 | att14 | att35 | att51 | att4 | att18 | att50 | target | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1.299196 | -1.108911 | -8.536012 | 1.694733 | -1.453728 | -0.094709 | -1.685797 | -0.131654 | 0.246284 | -1.392601 | 0.014517 | -7.774957 | 1.219844 | -0.982217 | 0.421650 | 1.325691 | 0.746147 | 4.646269 | 1.371366 | 7 | 2 |
| 1 | -1.001351 | -0.975820 | -9.256386 | 2.650584 | -2.020396 | -0.068608 | 1.122526 | 0.211415 | -0.585319 | -0.978129 | 0.391491 | -2.587027 | 0.210136 | -2.080324 | 1.244771 | -0.920700 | 3.808504 | 1.159055 | 1.773538 | 7 | 2 |
| 2 | 0.625316 | -1.050163 | 11.251634 | 0.836311 | -0.073462 | 1.244861 | 0.098514 | 8.306461 | -2.467734 | 0.007912 | 1.895628 | 0.696735 | 0.516075 | -1.418655 | -0.182686 | -0.717629 | -0.841945 | 1.558358 | -1.632966 | 10 | 2 |
| 3 | 0.725590 | 0.647193 | -3.389235 | 1.290269 | -1.905762 | -1.216226 | 0.644347 | 4.454671 | 3.653167 | -1.111852 | -0.337157 | 2.128280 | -0.787018 | -6.967078 | 2.992393 | -0.716901 | 6.922515 | -0.958492 | 1.530508 | 4 | 2 |
| 4 | 0.821723 | -1.874779 | -7.299932 | -2.230126 | -3.018316 | 0.222402 | -0.549362 | 1.148520 | -2.196992 | 0.589187 | 0.214905 | -2.430414 | 0.340729 | -0.927756 | 2.702359 | -0.896865 | 1.149847 | -0.328844 | -0.374957 | 6 | 2 |
| 5 | 1.843478 | -0.640990 | 11.577249 | 0.174162 | 0.034382 | 1.376192 | 2.493892 | 0.111691 | 0.937284 | -0.524962 | -0.462106 | 0.374470 | -0.514124 | -1.612906 | 0.422634 | 0.856018 | -0.164958 | -0.082739 | 0.649222 | 8 | 2 |